{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6293b482-d4bb-4325-b93f-fea1ecc67ff5",
   "metadata": {},
   "source": [
    "Chapter 06\n",
    "\n",
    "# 贝叶斯线性回归\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c2ce761-ce6c-4bd7-b593-688caf723fd6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# ! pip install pymc3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cbc495e-ced7-4273-9b49-8ee8a553d5b6",
   "metadata": {},
   "source": [
    "https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/GLM_linear.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7c551641-7dd3-407e-9510-884e48b662d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARN: Could not locate executable g77\n",
      "WARN: Could not locate executable f77\n",
      "WARN: Could not locate executable ifort\n",
      "WARN: Could not locate executable ifl\n",
      "WARN: Could not locate executable f90\n",
      "WARN: Could not locate executable DF\n",
      "WARN: Could not locate executable efl\n",
      "WARN: Could not locate executable gfortran\n",
      "WARN: Could not locate executable f95\n",
      "WARN: Could not locate executable g95\n",
      "WARN: Could not locate executable efort\n",
      "WARN: Could not locate executable efc\n",
      "WARN: Could not locate executable flang\n",
      "WARN: don't know how to compile Fortran code on platform 'nt'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n",
      "WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n",
      "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
     ]
    }
   ],
   "source": [
    "import pymc3 as pm\n",
    "# import pymc as pm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57b6f7eb-7047-471b-97e2-b6c423ec794a",
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_SEED = 1\n",
    "rng = np.random.default_rng(RANDOM_SEED)\n",
    "\n",
    "size = 50\n",
    "true_intercept = 1\n",
    "true_slope = 2\n",
    "\n",
    "x = np.linspace(0, 1, size)\n",
    "# y = a + b*x\n",
    "true_regression_line = true_intercept + true_slope * x\n",
    "\n",
    "# add noise and generate observations (sample data)\n",
    "y = true_regression_line + rng.normal(scale=0.5, size=size)\n",
    "\n",
    "data = pd.DataFrame(dict(x=x, y=y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10114da3-8cda-4573-9dd4-e3b4d4496e35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$y$')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "ax = fig.add_subplot(111, xlabel=\"x\", ylabel=\"y\")\n",
    "plt.plot(x, y, 'b.');\n",
    "\n",
    "ax.plot(x, true_regression_line, \n",
    "        color = 'k',\n",
    "        label=\"True regression line\", lw=2.0)\n",
    "plt.legend(loc=0)\n",
    "plt.xlim(0,1)\n",
    "plt.xlabel('$x$')\n",
    "plt.ylabel('$y$', rotation=0)\n",
    "# plt.savefig('Bayesian regression scatter with true regression.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "260e5e09-1c50-46c8-a56e-ed7b830c299e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use pymc3 and create a Bayesian model\n",
    "\n",
    "basic_model = pm.Model()\n",
    "\n",
    "with basic_model:\n",
    "\n",
    "    # Priors for unknown model parameters\n",
    "    intercept = pm.Normal('alpha', mu=0, sigma=20) # b_0\n",
    "    slope     = pm.Normal('beta', mu=0, sigma=20) # b_1\n",
    "    sigma     = pm.HalfNormal('sigma', sigma=20) # or pm.HalfCauchy\n",
    "\n",
    "    mu = intercept + slope*x\n",
    "\n",
    "    # Likelihood (sampling distribution) of observations\n",
    "    Y_obs = pm.Normal('Y_obs', mu=mu, sigma=sigma, observed=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0d2101a9-5fca-4a3b-9f3d-31b07674b9a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5gsaFlLIgrKqq4hvf+Aa/+tWv+j2f37e//W1aWlqSW1VVFQA/2/o6f3ztwq9hJYQQAp566ilWr17N2rVrOXjwIIsXL2bZsmV9ri34ox/9iJ/+9Kds3ryZt99+m3/4h3/gxz/+MZs2bbqAJbekbNLt7du3c9ttt6FpWnKfrusoioKqqkQikS5f60n7JKtz5/1/5ORk8/vffgGfzznSRRdCjGM9TexsmiZGip7AqEr31d/PZ+/evaxdu5bDhw/T2NjY5WtNTU3JtQqHy4IFC7jqqqvYsmVLct/MmTO59dZbe23xu/nmmykqKuIXv/hFct+nPvUpPB4Pv/zlL3s8Z6Qm3U7ZMkw33HADR44c6bLvS1/6EjNmzOBb3/rWeUOws5KSTGprI+x7/RQ33nDRcBdVCJHmDBN2nW5Oyb0/OjEbbQA5ePjwYZYsWcKKFSvYtGkTVVVV3HnnnZSVlVFeXt5jCK5fv57169f3ed3nnnuOxYsXd9sfjUapqKjgwQcf7LJ/6dKlvPrqq71e77rrruOnP/0p7733HpdeeimHDx9mz549PPLII/36PodTyoLQ5/MxZ86cLvu8Xi95eXnd9p/PtQsn89vtx3ltX5UEoRAird17770sX76cjRs3AjBr1izuuOMO9u3b1+sq9ENZob6hoQFd1ykqKuqyv6ioiJqaml6v961vfYuWlhZmzJiBpmnous4Pf/hD7rjjjj7LMRLGxcK818yfyG+3H2fv61WYpjngZgQhhOiLqlg1s1Tdu79qa2vZs2cPO3fu7LLf6/X2+XtxqCvUQ/fm2/P9Ln7qqaf41a9+xRNPPMHs2bM5dOgQq1evpqSkhLvvvntIZRmoURWEL7/88qDOK5tbjN2uUl3dSmVVC1MmZw9ruYQQ6U1RlAE1T6ZKRUUFhmFQVlbWbf/8+fN7PW8oTaP5+flomtat9ldXV9etltjZN7/5TR588EE+97nPAXD55Zdz8uRJNmzYkN5BOFhut52yucUcqDjN3n1VEoRCiLTUPvQgFAolnwUeOXKE3bt3s27dul7PG0rTqMPhYN68eezYsYPbbrstuX/Hjh0sX7681+u1tbWhql0HLmialpLhE+MiCAEWLihNBuHtn7k81cURQogLbsGCBbjdbh544AHWrl3L8ePHWbVqFeXl5SxatKjX84baNLpmzRruuusu5s+fz8KFC9m6dSuVlZWUl5cnj9m8eTPbtm3jxRdfBOCWW27hhz/8IZMnT2b27NkcPHiQjRs38uUvf3nQ5RiscROEH1lQyqZH97K/4jSxuI7d1v9ep0IIMR4UFBTw9NNPc9999zF37lxKS0spLy/n/vvvH9H73n777TQ2NrJu3Tqqq6uZM2cOzz77LFOmTEke09DQwPHjx5OfN23axHe/+11WrFhBXV0dJSUlfP3rX+d73/veiJa1JykbRzgcOo8bycjwseTGXxAIRnnqP2/nkovzUl08IcQY1NdYNZFaIzWOMOVzjQ4XVVWYPt2atPuDD86muDRCCCHGinEThAAXTbfauI9LEAohhOin8RmEJyQIhRBC9M/4DMLjEoRCCCH6Z1wF4fREEJ467ScSiae4NEIIIcaCcRWE+XkesjKdGIbJhyebU10cIYQQY8C4CkJFUZK1QukwI4QQoj/GVRBC5+eEjec5UgghhBjPQXiiKcUlEUIIMRaM2yCUQfVCCCH6Y9wG4ekzfsJh6TkqhBAjbffu3dxyyy2UlJSgKArbt2/v13mPPvpocrq0efPm8corr4xsQXsx7oIwO9tFhteBaUJ1TWuqiyOEEONeMBikrKyMzZs39/ucp556itWrV7N27VoOHjzI4sWLWbZsGZWVlSNY0p6NuyBUFIXiYh8AZ6olCIUQQ2eaJqZppGgb+LoIe/fu5YYbbiA/Px9FUbpszc3Nw/7zWbZsGQ8//DCf/OQn+33Oxo0b+cpXvsJXv/pVZs6cySOPPEJpaSlbtmwZ9vKdz7hZhqmzkmIf7x9r5MwZf6qLIoQYF0yaohe+pgKQ45gMKP0+/vDhwyxZsoQVK1awadMmqqqquPPOOykrK6O8vDy5YG9nQ1mhfjCi0SgVFRU8+OCDXfYvXbqUV199dVjuMRDjMwhLrCU4pEYohEg39957L8uXL2fjxo0AzJo1izvuuIN9+/b1ugr9UFaoH4yGhgZ0XaeoqKjL/qKiImpqaobtPv01PoOwvWlUaoRCiGGhJGpmqbl3f9XW1rJnzx527tzZZb/X60VRer/OUFeoH6xzy2SaZp/lHCnj7hkhwESpEQohhpH1fE1N0db/YKioqMAwDMrKyrrtnz9/fq/nrV+/noyMjD634ezRmZ+fj6Zp3Wp/dXV13WqJF8K4rhGelhqhECKNGIYBQCgUSj4LPHLkCLt372bdunW9nnehm0YdDgfz5s1jx44d3Hbbbcn9O3bsYPny5cN2n/4al0FYXGIFYXNzmLa2GB6PPcUlEkKIkbdgwQLcbjcPPPAAa9eu5fjx46xatYry8nIWLVrU63lDbRoNBAIcO3Ys+fnEiRMcOnSI3NxcJk+2mpQ3b97Mtm3bePHFFwFYs2YNd911F/Pnz2fhwoVs3bqVyspKysvLB12OwRqXQejLcJKZ6cTvj3Cm2s/FF+WlukhCCDHiCgoKePrpp7nvvvuYO3cupaWllJeXc//994/ofQ8cOMDHPvax5Oc1a9YAcPfdd/P4448DVgeZ48ePJ4+5/fbbaWxsZN26dVRXVzNnzhyeffZZpkyZMqJl7YliDmaQyijh9/vJysqipaWFzMzMLl+786+e5p13G3jkHz/B9ddNTU0BhRBjTjgc5sSJE8kZT8To0de/TV95cD7jsrMMQElxosOMPCcUQgjRh/EbhCUyu4wQQojzG79BmBxLKEEohBCid+M3CJNjCaVpVAghRO/GbxAmxxJKjVAIIUTvxm0QTiiygrC1NUIoFEtxaYQQQoxW4zYIMzIcyYH0dfXBFJdGCCHEaDVugxCgsMALQF2dBKEQQoiejesgLGgPwvpAiksihBBitBrfQZhvBWG9NI0KIYToxbgOwsLC9hqhBKEQQoyU3bt3c8stt1BSUoKiKGzfvr3P4zds2MDVV1+Nz+ejsLCQW2+9lXfffffCFLYH4zsIC6RGKIQQIy0YDFJWVsbmzZv7dfyuXbtYuXIle/fuZceOHcTjcZYuXUowmJrf1eNy9Yl2Hc8IJQiFEINnrU2gp+ju2oBXbd+7dy9r167l8OHDNDY2dvlaU1NTcq3C4bJs2TKWLVvW7+Off/75Lp8fe+wxCgsLqaio4Prrrx/WsvXHuA7CwoIMQGqEQoih0qHpqdTcOud2BvKr+vDhwyxZsoQVK1awadMmqqqquPPOOykrK6O8vLzHEFy/fj3r16/v87rPPfccixcvHmDh+6elpQVgSGsiDsU4D0KrRtjQ0IZhmKjqwP6qEkKIsebee+9l+fLlbNy4EYBZs2Zxxx13sG/fvl5Xob/QK9R3Zpoma9as4brrrmPOnDkjco/zGddBmJfnQVEgrhucbQqRn+dJdZGEEGOSlqiZpeje/VRbW8uePXvYuXNnl/1er7fP5tWhrlA/FPfccw9vvvkme/bsScn9YZx3lrHZVPJyrfCrq5OxhEKIwVEUBUWxpWjrf0tWRUUFhmFQVlbWbf/8+fN7PW/9+vVkZGT0ub3yyiuD/vn1ZtWqVTzzzDO89NJLTJo0adiv31/jukYIVoeZhsY26znhzFSXRgghRo5hGACEQqHks8AjR46we/du1q1b1+t5F7pp1DRNVq1axbZt23j55ZeZNm3asF17MMZ9EBYWeHn7nXrqG6TDjBBifFuwYAFut5sHHniAtWvXcvz4cVatWkV5eTmLFi3q9byhNo0GAgGOHTuW/HzixAkOHTpEbm4ukydPBmDz5s1s27aNF198kZUrV/LEE0/wu9/9Dp/PR01NDQBZWVm43e5Bl2Owxn8QFsp8o0KI9FBQUMDTTz/Nfffdx9y5cyktLaW8vJz7779/RO974MABPvaxjyU/r1mzBoC7776bxx9/HICGhgaOHz8OwJYtWwBYsmRJl+s89thjfPGLXxzRsvZk3AehjCUUQqSTm2++mZtvvvmC3nPJkiWJsZa9e+ihh3jooYcAznvshTauO8tAx1hCCUIhhBA9SYMglGnWhBBC9G7cB6E0jQohhOjLuA/C9kH0ra0RotFUzRUohBBitBr3QZiZ6cRms77NxrNtKS6NEEKI0WbcB6GiKOTlWuNSGhslCIUQQnQ17oMQrDlHARrPhlJcEiGEEKNNegWh1AiFEEKcIy2CMF+CUAghRC/SIghzEytQNEgQCiGEOEdaBGF70+hZ6TUqhBDDbvfu3dxyyy2UlJSgKArbt28f0PkbNmxAURRWr149IuU7n7QIwvxcaRoVQoiREgwGKSsrY/PmzQM+d//+/WzdupW5c+eOQMn6Z9xPug0dNcIGqREKIQbBNE0woqm5ueoY0OK8AHv37mXt2rUcPnyYxsbGLl9rampKrlU4XJYtW8ayZcsGfF4gEODzn/88P//5z3n44YeHtUwDkVZBKDVCIcSgGFHMV76dklsrizeA5uz38YcPH2bJkiWsWLGCTZs2UVVVxZ133klZWRnl5eU9huD69etZv359n9d97rnnWLx48UCL36eVK1dy0003ceONN0oQjrT2AfWhUJy2thgejz3FJRJCiJFx7733snz5cjZu3AjArFmzuOOOO9i3b1+vq9Bf6BXqAZ588kneeOMN9u/fP6zXHYy0CEKPx47LZSMcjtN4tg2PJyvVRRJCjCWqw6qZpeje/VVbW8uePXvYuXNnl/1er7fP5tWhrlA/UFVVVXzjG9/ghRdewOVyXbD79iYtOssoiiJjCYUQg6YoCormTM02gOeDFRUVGIZBWVlZt/3z58/v9bz169eTkZHR5/bKK68M+ufXUznr6uqYN28eNpsNm83Grl27+MlPfoLNZkPXL+wCCWlRIwTrOeGp034JQiHEuGUYBgChUCj5LPDIkSPs3r2bdevW9XrehW4aveGGGzhy5EiXfV/60peYMWMG3/rWt9A0bdju1R9pE4S5ieeEMqheCDFeLViwALfbzQMPPMDatWs5fvw4q1atory8nEWLFvV63lCbRgOBAMeOHUt+PnHiBIcOHSI3N5fJkycDsHnzZrZt28aLL76Iz+djzpw5Xa7h9XrJy8vrtv9CSJsglKZRIcR4V1BQwNNPP819993H3LlzKS0tpby8nPvvv39E73vgwAE+9rGPJT+vWbMGgLvvvpvHH38cgIaGBo4fPz6i5RislAbhli1b2LJlCx9++CEAs2fP5nvf+96gxqOcT16urEAhhBj/br75Zm6++eYLes8lS5ZYYy378NBDD/HQQw/1+vWXX355eAs1ACntLDNp0iT+/u//ngMHDnDgwAE+/vGPs3z5co4ePTrs9+pYiklqhEIIITqktEZ4yy23dPn8wx/+kC1btrB3715mz549rPfKk2nWhBBC9GDUPCPUdZ3f/OY3BINBFi5c2OMxkUiESCSS/Oz3+/t9fZldRgghRE9SPo7wyJEjZGRk4HQ6KS8vZ9u2bcyaNavHYzds2EBWVlZyKy0t7fd92nuNNjWHztuWLYQQIn2kPAgvu+wyDh06xN69e/nrv/5r7r77bt56660ej/32t79NS0tLcquqqur3fXJzrCCMRHTa2mLDUnYhhBBjX8qbRh0OBxdffDEA8+fPZ//+/fzzP/8zP/vZz7od63Q6cTr7P/lsZ253xzRrZ5tCeL39n7ZICCHE+JXyGuG5TNPs8hxwOOUkaoVnm2QIhRBCCEtKa4Tf+c53WLZsGaWlpbS2tvLkk0/y8ssv8/zzz4/I/XJz3FRXt9IsQSiEECIhpUFYW1vLXXfdRXV1NVlZWcydO5fnn3+eP/uzPxuR+0mNUAghxLlSGoS/+MUvLuj9ciUIhRBCnGPUPSMcSckaoUyzJoQQw2b37t3ccsstlJSUoCgK27dv79d5p0+f5gtf+AJ5eXl4PB6uuOIKKioqRrawPUirIGyvETY3SxAKIcRwCQaDlJWVsXnz5n6f09TUxLXXXovdbue5557jrbfe4h//8R+Ty0ddSCkfPnEhyTNCIcRgmKYJsZHpzX5e9oEtzguwd+9e1q5dy+HDh2lsbOzytaampmEPm2XLlg14sYQf/ehHlJaW8thjjyX3TZ06dVjL1V9pFYTts8tI06gQYkBiEcI/+GRKbu36/m/B4er38YcPH2bJkiWsWLGCTZs2UVVVxZ133klZWRnl5eU9huD69etZv359n9d97rnnWLx48UCL36tnnnmGP//zP+czn/kMu3btYuLEiaxYsYKvfe1rw3aP/kqrIMzJTkyzJjVCIcQ4de+997J8+XI2btwIwKxZs7jjjjvYt29fr6vQX+gV6gE++OADtmzZwpo1a/jOd77D66+/zr333ovT6eSv/uqvhvVe55NWQdjxjDCMYZio6sCaG4QQacrutGpmKbp3f9XW1rJnzx527tzZZb/X6+2zeXWoK9QPhmEYzJ8/P1kTvfLKKzl69Chbtmy54EGYVp1l2p8RxnWD1tYUtfcLIcYcRVFQHK7UbAN4PlhRUYFhGJSVlXXbP3/+/F7PW79+PRkZGX1ur7zyyqB/fj0pLi7utsDCzJkzqaysHNb79Eda1QgdDo2MDAeBQJSzTSGysvrf7i6EEKOdYRgAhEKh5LPAI0eOsHv3btatW9frealoGr322mt59913u+x77733mDJlyrDepz/SKgjBek7YHoTTpuakujhCCDFsFixYgNvt5oEHHmDt2rUcP36cVatWUV5ezqJFi3o9b6hNo4FAgGPHjiU/nzhxgkOHDpGbm8vkyZMB2Lx5M9u2bePFF18E4G/+5m9YtGgR69ev57Of/Syvv/46W7duZevWrYMux2ClVdModPQclflGhRDjTUFBAU8//TSvv/46c+fO5d5776W8vJxHHnlkRO974MABrrzySq688koA1qxZw5VXXsn3vve95DENDQ0cP348+fnqq69m27Zt/PrXv2bOnDn83d/9HY888gif//znR7SsPVHMMbxKrd/vJysri5aWFjIzM/t1zn0PPMdLu07w7Qeu5zOfmjPCJRRCjDXhcJgTJ04wbdo0XC55fDKa9PVvM5g8aJd2NUIZVC+EEKKz9A1CGVQvhBCCNAxCmW9UCCFEZ2kbhNI0KoQQAtIwCHNkvlEhhBCdpF8QynyjQgghOkm7IGxvGm3xh4nHjRSXRgghRKqlXRBmZblQFDBNaGkJp7o4QgghUiztgtBmU5NzjEqHGSGEEGkXhNDxnFCCUAghRFoGocw3KoQQw2f37t3ccsstlJSUoCgK27dvP+858Xicv/3bv2XatGm43W6mT5/OunXrkitoXEgDCsJ/+7d/IxIZ++v4yVhCIYQYPsFgkLKyMjZv3tzvc370ox/x05/+lM2bN/P222/zD//wD/z4xz9m06ZNI1jSng1oGaavfe1r3HzzzRQWFgJQUlLCq6++ytSpU0eibCNG5hsVQgyEaZqY4dT8vlBc7gEtzguwd+9e1q5dy+HDh2lsbOzytaampuRahcNl2bJlLFu2bEDnvPbaayxfvpybbroJgKlTp/LrX/+aAwcODGvZ+mNAQXjuQhWtra0pqcYOlcw3KoQYCDMc4viSq1Ny74te3o/i9vT7+MOHD7NkyRJWrFjBpk2bqKqq4s4776SsrIzy8vIeQ3D9+vWsX7++z+s+99xzLF68eKDF79V1113HT3/6U9577z0uvfRSDh8+zJ49e0Z8yaiepN3CvCDzjQohxq97772X5cuXs3HjRgBmzZrFHXfcwb59+3pdhT4VK9R/61vfoqWlhRkzZqBpGrqu88Mf/pA77rhjWO/THwMKQkVRulTRz/08VsgzQiHEQCguNxe9vD9l9+6v2tpa9uzZw86dO7vs93q9ff6uHuoK9YPx1FNP8atf/YonnniC2bNnc+jQIVavXk1JSQl33333BS3LgJtGL7300uQPNBAIcOWVV6KqXfvcnD17dvhKOAKkaVQIMRCKogyoeTJVKioqMAyDsrKybvvnz5/f63mpaBr95je/yYMPPsjnPvc5AC6//HJOnjzJhg0bRncQPvbYYyNVjguqPQhlvlEhxHjS3mcjFAolnwUeOXKE3bt3s27dul7PS0XTaFtbW7dKlKZpKel3MqAgvNApPVLam0YDwSjRqI7DoaW4REIIMXQLFizA7XbzwAMPsHbtWo4fP86qVasoLy9n0aJFvZ431KbRQCDAsWPHkp9PnDjBoUOHyM3NZfLkyQBs3ryZbdu28eKLLwJwyy238MMf/pDJkycze/ZsDh48yMaNG/nyl7886HIM1qA6y5imSUVFBR9++CGKojBt2jSuvPLKMfO80OdzYtNU4rpBU1OIoqKMVBdJCCGGrKCggKeffpr77ruPuXPnUlpaSnl5Offff/+I3vfAgQN87GMfS35es2YNYFWeHn/8cQAaGho4fvx48phNmzbx3e9+lxUrVlBXV0dJSQlf//rX+d73vjeiZe2JYp47JuI8XnrpJb7yla9w8uTJ5HCK9jD8t3/7N66//voRKWhP/H4/WVlZtLS0kJmZOaBzl970OA0Nbfznv3+GmTMKRqiEQoixJhwOc+LECaZNm4bL5Up1cUQnff3bDCUPBjSzzLFjx7j55puZOnUqv/3tb3n77bd56623+M1vfsOkSZP4xCc+wQcffDCgAqRKcl1CGUIhhBBpbUBNo4888ggf+chHkm287WbMmMFtt93GjTfeyD/90z+lZIqcgcqVleqFEEIwwBrhyy+/zOrVq3v8mqIorF69mpdeemk4yjXicqXnqBBCCAYYhJWVlVx++eW9fn3OnDmcPHlyyIW6EGS+USGEEDDAIAwEAng8vQ8q9Xg8tLW1DblQF4KMJRRCCAGDGD7x1ltvUVNT0+PXGhoahlygC0WmWRNCCAGDCMKPf/zjPe5XFAXTNMfMWMJkEJ4dGzVYIYQQI2NAQXjixImRKscFl2wabQ6nuCRCCCFSaUBBWFhYyP3338/27duJxWLceOON/OQnPyE/P3+kyjdi5BmhEEIIGGBnme9973s8/vjj3HTTTXzuc59jx44d/PVf//VIlW1EtTeNhsNxQqFYiksjhBAiVQYUhL/97W/5xS9+wdatW/nJT37C//7v/7J9+3Z0XR+p8o0Yj8eO02lNti0dZoQQYvA2bNjA1Vdfjc/no7CwkFtvvZV33333vOc9+uijyenS5s2bxyuvvHIBStvdgIKwqqqqy3pU11xzDTabjTNnzgx7wUaaoiiyLqEQQgyDXbt2sXLlSvbu3cuOHTuIx+MsXbqUYDDY6zlPPfUUq1evZu3atRw8eJDFixezbNkyKisrL2DJLQN6RqjrOg6Ho+sFbDbi8fiwFupCycl2U1MTkPlGhRB9Mk0TvS01vyc0j3vAvfH37t3L2rVrOXz4MI2NjV2+1tTUlFyrcLg8//zzXT4/9thjFBYWUlFR0etCDBs3buQrX/kKX/3qVwFrCs//+7//Y8uWLWzYsGFYy3c+A16h/otf/CJOpzO5LxwOU15ejtfrTe777W9/O3wlHEG5UiMUQvSD3hbi6YwrU3LvzwYOYvP2PpHJuQ4fPsySJUtYsWIFmzZtoqqqijvvvJOysjLKy8t7DMHhXqG+paUFoNc1DqPRKBUVFTz44INd9i9dupRXX321X/cYTkNemPcLX/jCsBXmQmufeFt6jgohxot7772X5cuXs3HjRgBmzZrFHXfcwb59+3pdhX44V6g3TZM1a9Zw3XXXMWfOnB6PaWhoQNd1ioqKuuwvKirqdcKWkTSgIHzsscdGqhwpIfONCiH6Q/O4+WzgYMru3V+1tbXs2bOHnTt3dtnv9Xr7bF4d6gr1nd1zzz28+eab7Nmz57zHnlumVE3KMqgV6seL5JqEEoRCiD4oijKg5slUqaiowDAMysrKuu2fP39+r+cNV9PoqlWreOaZZ9i9ezeTJk3q9bj8/Hw0TetW+6urq+tWS7wQ0joIk2sSShAKIcYBwzAACIVCyWeBR44cYffu3axbt67X84baNGqaJqtWrWLbtm28/PLLTJs2rc9rORwO5s2bx44dO7jtttuS+3fs2MHy5cv7PHckpHcQyuwyQohxZMGCBbjdbh544AHWrl3L8ePHWbVqFeXl5SxatKjX84baNLpy5UqeeOIJfve73+Hz+ZI1vaysLNxu6/fs5s2b2bZtW3Jh9zVr1nDXXXcxf/58Fi5cyNatW6msrKS8vHzQ5RistA5CeUYohBhPCgoKePrpp7nvvvuYO3cupaWllJeXc//994/ofbds2QLAkiVLuux/7LHH+OIXvwhYHWSOHz+e/Nrtt99OY2Mj69ato7q6mjlz5vDss88yZcqUES1rTxTTNM0Lftdh4vf7ycrKoqWlhczMzAGfX13Tyk3Lf4nNprJvz9fHzMoZQoiREw6HOXHiRHLGEzF69PVvM5Q8GNDMMuNNe2eZeNwgEIimuDRCCCFSIa2D0OWy4fXYAWkeFUKIdJXWQQiQkyuzywghRDqTIGwfSyjzjQohRFpK+yCU+UaFED1pH5MnRo+R+jdJ6+ETIPONCiG6cjgcqKrKmTNnKCgowOFwSI/yFDNNk2g0Sn19PaqqdlsFaajSPghlLKEQojNVVZk2bRrV1dVjcq3V8czj8TB58mRUdXgbMyUIZb5RIcQ5HA4HkydPJh6Po+t6qosjAE3TsNlsI1I7T/sglPlGhRA9URQFu92O3W5PdVHECJPOMjLfqBBCpLW0D0J5RiiEEOlNgjARhC0tYXRduksLIUS6SfsgzM62Jm41DBO/P5Li0gghhLjQUhqEGzZs4Oqrr8bn81FYWMitt97Ku+++e0HLYLdpZGU6AWkeFUKIdJTSINy1axcrV65k79697Nixg3g8ztKlSwkGgxe0HDLfqBBCpK+UDp94/vnnu3x+7LHHKCwspKKiguuvv/6ClSMn282HNMt8o0IIkYZG1TjClpYWAHJzc3v8eiQSIRLpeI7n9/sBePg/32DuJRP5xDWl5GYOfCHNXOk5KoQQaWvUdJYxTZM1a9Zw3XXXMWfOnB6P2bBhA1lZWcmttLQUgEPHG/n1S8f50v+3iy3PvEU4OrCZIJLzjUrTqBBCpJ1RE4T33HMPb775Jr/+9a97Pebb3/42LS0tya2qqgqAr39iJrOmZBPXTf5nXyVrfvoapxv6/5yxYyxh29C+CSGEEGPOqAjCVatW8cwzz/DSSy8xadKkXo9zOp1kZmZ22QD+bP4kfvz/PsLDX5pPdoaDk7UB/mbLa3xQ7e/X/TvmGw0P/ZsRQggxpqQ0CE3T5J577uG3v/0tO3fuZNq0aUO63pUX57Np5SIuK80iGI7z3ccO9KtmKPONCiFE+kppEK5cuZJf/epXPPHEE/h8PmpqaqipqSEUGnwg5Wa6WHf3fKYX+2gORvnu4wdoDcX6PkfmGxVCiLSV0iDcsmULLS0tLFmyhOLi4uT21FNPDem6GW47f/fF+UzIdVPbFOKf//sIpmn2erzMNyqEEOkr5U2jPW1f/OIXh3zt7AwnD37uCmyawmtv1/H71072emx7ELa2RojFZO0xIYRIJ6Ois8xIuWRiFl9ZNgOAx/7vPaobe+4VmpXpQlWtxR6bm6XDjBBCpJNxHYQAt3xkMldclEc0bvDoM0d7bCJVVYWcxOTb0jwqhBDpZdwHoaIorPjLWdhtKm8ca2T3kZoej0s+JzwrYwmFECKdjPsgBJiY7+WzH50OwC+efafHmWfag7BJmkaFECKtpEUQAnzm+ukU5bhpbI3wTA8dZ2S+USGESE9pE4R2m8oXbrwEgP/a/QGtbdEuX0+OJZSmUSGESCtpE4QAS+YWM22Cj2A4ztO7PujyNRlLKIQQ6SmtglBVFb649FIA/ndfJc2BjiWd2oOwUVagEEKItJJWQQgw79J8Lp2YRSRm8LtXO54V5ud5AOk1KoQQ6SbtglBRFD67xOpB+j97Kwkk5iHNzW0PQqkRCiFEOkm7IARYMKOQKYUZtEXi/M/eSgDyEjXCxrNtfc5LKoQQYnxJyyBU1Y5a4e9fO0ksbpCXWIopFjNobY30dboQQohxJC2DEOC6ORPIz3LRHIyy681qnE4bGV4HIB1mhBAinaRtENo0lZsWTAbgmVdPYppmR/NoL5NzCyGEGH/SNggB/uLqSTjtKser/Rw92ZRcqb5Reo4KIUTaSOsgzPQ4+PgVEwGrVtgxhEKaRoUQIl2kdRAC3LzQah597e06vImlmBqkaVQIIdJG2gfh1CIfs6ZkYxgmrZq1OK8MqhdCiPSR9kEIsOzqUgAqE1OuSa9RIYRIHxKEwLVzJuBz2wlEdZx5buk1KoQQaUSCEHDaNW64qgQAz8RMaRoVQog0IkGYsHTeJACc+R7OtkZkmjUhhEgTEoQJU4p8XFTsQ1EV7Pke/H6ZZk0IIdKBBGEnNyZqhZ5inwyqF0KINCFB2MlH5xaDaWLPdPLWB02pLo4QQogLQIKwkyyvA1fMAGDve3UpLo0QQogLQYLwHIUODYC3a1rRdSPFpRFCCDHSJAjPMTXHgx7VCccN3jjWmOriCCGEGGEShOfIz/cSrgkA8OLB0ykujRBCiJEmQXiO/DwPbdWtAOx9u47WUCzFJRJCCDGSJAjPUVDgJd4aRY3qxOIGe45Up7pIQgghRpAE4Tna1ySM1FrNoy8fliAUQojxTILwHAX5XgDOftgMwNGTTTS0hFNYIiGEECNJgvAcWVkubDYVI6JzSUkmpgmvSPOoEEKMWxKE51BVJdk8OqskE4Ddb9akskhCCCFGkARhD/ITzaMlXgeqqvDe6RbONAZTXCohhBAjQYKwBwX5Vo2wzR/lium5gNQKhRBivJIg7EF7jbChIcj1c4sB2P2mPCcUQojxSIKwB+01wobGNhbOKsKmKZysC/BhbWuKSyaEEGK4SRD2ID8RhPX1QTLcduZfWgBIrVAIIcYjCcIetI8lbGi0Fuf9aKJ5dNeb1ZimmbJyCSGEGH4ShD1of0ZYX2/1FL1mRgFOu0bN2RDvn/ansmhCCCGGmQRhD9qfETY1h4jHDVwOGx+ZWQhI86gQQow34yIIt715hv89WsOrJxp5vz5AKKYP6XrZ2W5smoppwtmzVvPo4ssnAPDKn2owDGkeFUKI8cKW6gIMh3dqW3G2dg2n4kwXM4p8zC72ke91Duh6qqqQm+umrj5IfUOQwsIM5l2Sj9up0dAS5p2qZmZNyRnOb0EIIUSKjIsa4Y2XFnDd9DxmTfCR67EDUO0P89L79Wze/QH//vpJ3qltxRhAR5eCgvaxhFaN0GHX+MjMIgBeOSKD64UQYrwYFzXCq6fkkpmZmfzcGonzfl2At2r8HGsIcqKxjRONbRT5nHzskgIuK8xAUZQ+r9k+32h9Q8fUatdfPoGXDp1hz59q+NonZqCqfV9DCCHE6DcugvBcPqeNq0qzuao0m+ZQjAOVTbx+sona1ghPvnGKaXkels2cQKGv9ybT9hphfaJGCHDlxfl4XTbOtkZ462QTc6bljvj3IoQQYmSNi6bRvmS77dx4WSF/87GLuW56HpqqcKKxjZ/+8QN2HWtA76XjS8E5QygA7DaVhbOkeVQIIcaTcR+E7dx2jRsvK+SexdO5tCADw4SX3q/nF3s/5Gww2u34wkIrCGvrAl32L55j9R7dc7Sm1xAVQggxdqRNELbL8Ti4Y94kPllWgsuucqYlzE//eIK3aroOlJ9QlAFAXV3X5ZeuuDiPDLed5kCUP3149oKVWwghxMhIuyAEUBSFuSVZ/PW105mc4yaqGzx98DS7jzUkp1ArLLSC8NwaoU1TWdTePCpLMwkhxJiXlkHYLstt5+5rprAgMSZw5/v1bHvzDHHdoDDRWSYQiBI8p+n0+rlW8+gfj9ag68aFLbQQQohhldZBCKCpCstmTeCm2RNQFHjzjJ9/318JNpWMDAfQvVY4d1oumR47/rYYb56Q5lEhhBjL0j4I2109OYcvzC/FaVOpagrx+OsnmTQ1G+j+nFDTVK6dnZhyTXqPCiHEmCZB2MlF+Rl8deFUfE4b9YEo05ddgsvn6FYjhI65R189WktcmkeFEGLMkiA8R0GGky8tmEKWy4bN6+DaL13Fmca2bsfNmZZLttdBayjGoWONKSipEEKI4SBB2INcr4MvfWQqWtzAm+umNsdJU1vXDjOaqnDtnI4VKYQQQoxNEoS9yHbbucxUCTS2gUPjP/ZXEojEuxxzfaJ59LW3aonFpXlUCCHGIgnCPpQWevnj4weJBiI0tcX45f7KLmsdzpySQ67PSTAc5+CxhhSWVAghxGBJEPahqDCDSGuUg08fxevQqG2N8OuKKmKJzjGaqnBdonl0t/QeFUKIMUmCsA/J2WUqW/jM5SU4bSqVTSF+c+h0cp7R9t6je9+uJdqptiiEEGJskCDsQ0aGgwyvNaieUIw75pViUxXeqwvw7Fs1mKbJjNJs8rNchCI6Fe9L86gQQow1EoTn0bEKRZCpuR4+fcVEACqqmtn74VlUVeG6ObI0kxBCjFUShOfR3jxalxhUP6PIx9IZhQD83zt1vFvbyuLLiwHY904d4ag0jwohxFgiQXgeRe01wtqO2WUWTs1lXmk2AP91+DRZmU4Ks12EozoV79WnophCCCEGKaVBuHv3bm655RZKSkpQFIXt27ensjg9Kp7gA6C6pjW5T1EUPjFrAtPzvMR0kycqTrFIeo8KIcSYlNIgDAaDlJWVsXnz5lQWo08lJVYQnqlu7bJfUxU+c+VE8r0OWiNxoh47igL7360jHI33dCkhhBCjUEqDcNmyZTz88MN88pOfHNJ1YoaBYZrJRXWHU3FxJgBnzrR2+5rbrnHHPGvFivq2KJfNLCASM3j9HWkeFUKIscKW6gIMRCQSIRKJJD/7/X4AXj3TgrfVCkG7quDUVFw2FZem4rap+Bw2MuwaNlUZ8D1LijuaRg3DRD3nGnleB58sK+HXFafw5XrIK/Sy+0gN188tHuy3KYQQ4gIaU0G4YcMGfvCDH/R5TMwwiRk6gR4Gt7ttKlkOG7kuGzkuO07t/BXignwvNk0lHjdoaAgme5F2dlmhj49enM+uYw1MvTiPo0draYvE8TjH1I9XCCHS0pj6Tf3tb3+bNWvWJD/7/X5KS0tZPDGbDF8mumkS003CukFYN4jEDYIxndZYnIhuEoobhOJRahIrSXhtKnluO0UeBxl2DUXpXmO02VSKijI4fcbPmerWHoMQ4KMX51PdEuK9+iBTL8nnlT/V8OfzJo3MD0IIIcSwGVNB6HQ6cTqd3farioJNVbCh4NQgA63bMVHdoDWq0xyJczYcozWmE4wbBFsjVLZGcNtUCt0OJngdeO1dzy8u9iWD8Iqynps8VUXhtrKJbPzDe+Cy8dqpZm68ciLaIJpjhRBCXDhpM47QoVm1v4uy3Vw9IZPFJVnMzvNS4LajKhCKG5xsDbOvxs8bda3UtkUxEp1vJrb3HD3j7/MebrvGJ2YUoesGODSee0uGUgghxGiX0hphIBDg2LFjyc8nTpzg0KFD5ObmMnny5BG9t11TKfI4KPI4iBsmjeEYtcEoDeEYzZE4zZE4dlVhYoaTSZOzge5DKHpyxdQcHn/xfXImZnKgqpmL8r3MnJA5ot+LEEKIwUtpEB44cICPfexjyc/tz//uvvtuHn/88QtWDpuqJEMxHDc4E4xQHYwQ0U0+9IeZ+tGp3BqK0Xyy+bzXUhSFa6blsvuDRoonZbH9SDVFmS5yPY6R/0aEEEIMmGKOxOC7C8Tv95OVlUVLSwuZmcNb6zJMk4ZQjJP+MK2JHqiGbjAx08W0TDcuW++typV1AVb8ZA8zLp9ARqaT4kwXX/nIFGz96KUqhBBi4IaSB/KbuReqolDocTC/yMdkm8q7h6tRNZXqYJTXqlt4r6mNaGKB3nNNLsxgapGP4+/UY1Og2h/mhXfrLvB3IIQQoj8kCM9DURSmFfp4bP1uNq3dgUdRMIFTgQivVbdwoiWUXKS3s49fWUI0quOvDQLw+skm/lTdd2cbIYQQF54EYT9omsqECRmcfLcBR0OIKwoy8Dk0dBNO+K2eprVt0S5TvC2ZW4yqwNH3GrgiMU3bM0eqaQxGU/VtCCGE6IEEYT8Vt0+1Vu0n12VnfqGPWblenJpCWDc42hjkjfoAgcR6hLmZLq64OB+A1vogk3PcRHWD3xw8RayXJlUhhBAXngRhP00ssWp1p05bzZuKojDB6+AjE7KYlulCVaAlEmd/rZ/jzVZz6Q1XlgDw0uFqPlVWgsehUdMa4fm3a1P2fQghhOhKgrCfSidlAVBZ1dxlv6YqTMty85EJWeS77ZjAydYwr9f6mTE9D7dDo7YpxKnaIJ+cawVjRVUzR860XODvQAghRE8kCPtp8mQrCKuqeg4wl01lbn4Gl+dZzaWhuMFbzW187i9n4nbZ2HnoNBcXZHD9RXkA/P5PNTQEIj1eSwghxIUzLoLQH62lNVpLa6yWQKyOYKyBtvhZQvFmwnorUb2NuBHBMOODXrNwcmk2AJW9BGG7Ao+DBROymJRhzYmam+/lS7fP5UxrhGhMZ8klBUzN9RDVDZ4+dLrXIRhCCCEujHERhHEzTMwMETNCRI02IkaAsO4npDfTFm8kEK/DH6umOXqKpuhJWqKnaY3V0hY/S1hvJWaEMczuyzZ1NmmS9YzQ74/Q3BLu81ibqnBpjof5hT68NhW3286fLZnOq5VN6IbJp8pK8Do06lojMh+pEEKk2LgIQq8tD68tH48tD4+Wi1vLxqVl4lAzsKtuNMWB0mlFCt2METNChHU/bfFGWmM1NEeraI6cIhCrIxRvIWaEMMyO2prbZaeo0AvAycrmfpUr02nj6gmZtNQHMQwTw6Gxr8ZPxIRPlU0E4OCpFg6flueFQgiRKmNqGabeOLUMnFrP6wR2ZpomBnEMM45uxtDNGIZhvTeIYxAnasSBNkhUEDXFjk11Y1dcXHJJLrV1Qaqqmim7fEK/yqYqCvMmZfODXx9k2ccuIjfHzZsNAYq9juRivv9ztJriTBeFvu5LTAkhhBhZMtdogmHq6GaUuBEhbkbRjSgG8S7HmKbJ++/50aM2rrlqOjbF1eNivj2576evceyMn//32bm4s1wAuDSVytpW3qlpJd/r4GuLpuHsYw5TIYQQPZO5RoeBqmjYVTduWzY+eyHZzklkO0rx2gpwqj5UxYaiKFx6WRYzL/fSGqulOVpFIFZPRA+c9xnjX1xdSlw32fZ/73NFfgYuTSWsGxTme7l4go+GYJTf/6l60J15hBBCDI4EYR9URcOpefHa88h2TOLtN0zWrzvE3lfrUVAxMYgaQYLxBpqjVfijNYT11h5DcfHlE/A4bVSfbaPqjJ9rJmRS5LEDUJLvZe60HN6rD3Cgn88fhRBCDA8JwgEonpDFzj+cYf26Q2TZJ+GzT8ClZaIpVqDFzTBt8Uaao1W0xmqJ6AHMRIcbl8PGkrJiAJ7fX4VNVZiV62VmrgdNgWyvk3kX5/P6qWZOt4RS9j0KIUS6kSAcgEkTs1BVhba2GGebwthVFx5bLlmOiWQ5JuLWctAUawHemBEiGG+gKVpJa6yOqN7GX1w9CYBX36qlJRhFURSKvU6uLsrEZ9ew21RmTs7mj1XNBKLxvooihBBimEgQDoDDoVE8wZp8+9whFJpix23LIstRQpZ9Im4tGzVRU4wZbQTideTm+fn68onkZ9l48eDp5Lkeu8a8Ih/FiVXs87Nc/PF0M34JQyGEGHHjYviEGfoTpj0TUAAVFBXQQLGBYk9s7e+doNj73dvzXKWlWZw+46eyspl5iUm1z6WpdtxqNi4zC92METECRPUAJjrXlfm4rszHh9VhwvFWnJoXRVFRFYWZeV40TD7wh3HYNA7U+Lks10uJ1zHo8gohhOjbuAhCQkfB7hnACSqm4gTVBYoLVCeoHlC9ic0DWgZKokbX2fRpOezdV8XxD86e9y6KomBTHNjUXDxaDjGjjbZ4K3EjxNRiF216IyG9KTEO0oem2Lk0L4PmYIzK1gi5PifvNrXRFI4xI9eLTZUwFEKI4TY+gtB5ETg9YJqAYW2mDmYczFhiS7wnnvh6CPS+O6WYih1UH2iZoPlAzWTeXBfbttOvIOxMURQcmheH5uXnzx4lTpBPLMzH54Gw7ies+7Grbpyqj/mTsjh1pJoPalqZVpRBXSiGv8bPnHwvmY7x8U8mhBCjRdoNqDdNHYwwmJHEa9h6NdrACHZsZt8ryZ+pNSmZNBls2aDlWJvq7VcT5vunWli95TXsNoV/++ZHsDtCxMyO+UtVbNiUDJ440Ehr1OTyKTnYbCoKcHG2m0kZTmkqFUKIToYyoD7tqheKooHmBbx9HmeaMdCDYLSC7ge9FQw/ZtyPQoSSIgViVdaWvLgdU8sGLRdseWDLBzWjW2hdMimLy0qzeLeqhWf31vGFGy9BN2KEjVaieqs11ZvZzKeusvGn0zEOVzYwszQPza7xfnOIpnCcmbke7Jr0dRJCiKFKuxrhcLjzC7/C5wnytw+UMWmCCXoT6C1YzbLnUJxWICa3PBTFzu43q/nRU4fJ8jp4/JsfxWG3JgU3TYOIESSi+9HNGACGafJBvYHdlklz3IYJODWF2XkZZDvT7m8ZIYToRmqEF1jhhFx2v+Ln1YNebv/M5YAVYOgtoDdDvBHiDVZAmhGInbY2ABRMLZvrphdScbnJa++FeflwNUvnW2MMFUXFpflwqhnEzTDheAsxwlxcqAFBSnQbdW1O6kMaB+tamZblYoqv/3OeCiGE6GpcBKHZegZTDVrDJrpsGqgaaE5QtGELi4um57L7lQ+7dJhRFBVsOdbmnGaVy9Qhfhb0BisY4w3Ws0i9CUVvYvVSuPfP4NTZ1zCD08FeBLZCFNUaLmFX3NgdbmJ6hLfrayjOMrBrcSb64hR5VaqDDk60mDSF48zK8+KUplIhhBiw8RGEhzZhes+3hJGKqTlAc1jBqDlAdYDNbQ29sHtQbNYryVcvOHzg8KGoHesZXnxRLgDHjjX2eUdF0cBeYG3tZTXaIFYH8VqMaC0qrUzOi0LkHWtDwdRywV4M9hKw5WHXnFyaN4lfHfiQSbkGV0yy47AZlPrCTPBGqG9zUlEbZ0ZuBrmu7kM+hBBC9G5cBCGOTLDbwTTO2XSg/RGoAXrY2nrR+8NSBdPeHoqZLMxxsuLPG/FHAhgNR1FcueDKRbGdfz1BRfWAcyo4p6J54d//7zA1dR9ywxyNedOMROecRmsL/8nqgGObgNNewicvz+Nnr9Vx4MMQfzHLx8WFJnZVpyQjTJEnTE1bmOZIJlMzPajSVCqEEP0y7jvLmIYOehSMiPXavhlR0CMQD0GsDTPeBrHEFm+DWNDaogF67ATTE5sXXDmJLRfFnQfuAvAUgDPbaj49x5nGIP/vn17BNOGnq69jUp4KsWqInYFYTbdhHFEzgwPVHt5tzuLy0unMneQiFG/BoL1jDbRGXRS5c/HYHQP6eQohxFg1lM4y4z4Ih8o0jUQg+iHih2grRP089/sDOAly9eUeMrSAFah9UW2JUCwEdwGKpyD5+e+efId979Sx7OpS7rl1dtd762c7gjHeSOd6a1tcQ1eL8fmmENOy8ceDqEoscS6Am2xHDpoqgSiEGN+k1+gIUhQ1+ZyQjInJ/XtqTZ5/4X1WlF/DV780HzMegnBTYjuLGT4LoQYI1UOoEYw4BKutja7NsN+amsGfPE6q/O8RONGCN78UPEUomqNj2IX7ckwjCvFqiJ4iGjqFxxYHTkHwFHYU8myFRLRCmgw3TocdCNESC2FT3Hhs2djU8zfdCiFEuhkXQRj59XoiHg+oKqiqFV6qavUYbX+v2VHsTrA7wO6wnuclPit2J9gc4HCiOD3g8qK4vOD0oNh67nwya1Yhz7/wPm+9VQ+AYnNDhhsyrIm4Oz+hMw0dwmetUGyrx2yrS7yvg6gfux7gyrwAV+Y1wskPMU9aVzDdBZBRjOKdAN4S8E0E52QUxxQ0t86zfzpKllbLzFw/ua4wxGtxxmuZAERjPoJKDqozh7hq4o+FsCku3LYsbIoMtxBCiHbjIgiN9yswnCPUW9LutALR5QW3F8XpRXF7+XjIRvP0U8TrThM/4kXxZiU33JkoWkcvU0XVrOeEngLIOyck42EI1vDhB+/z5pGjTMsMMDsvjKK3QagOQnWY9Yc7TrB5MX2TUH2TuKGgmF+/l88fqiYyIx8+PRu0+BmI1+GgFYfZCuFKYriI23KJ2fJoNUJoqhO3loVd9UggCiHS3rh4Rtj40m/J9LrB0K3eoobVa9Q0dOu9YYAeg1gUMxaBWATi7e+jEIsk95uRNgi3QXSIq8S7fSgZ2SiZeSi+XOs1+T4fMnNRMnKSNU7TNPnGo69x/Iyfz350Gn/10QlWM2qgGjNYDYEz0FZjfX/nCJlOqo18wq5iZl48C8VXDGoQJXYKM3YGBT15rKE4iGpWKJpaHi5bDo5+zpEqhBCjlXSWGYHOMqauQ6QNMxyEcNAKyFAg8dqKGfSz4/dvoIT8XHWplyxbBDPYAqHWgd3Im42SlY+SU0i1nsH/vBOhxZbFqi9+HF/xRKsmmixTzArH1lOYgSpoPW19NvXu13VkQuYUyCwFt4eAGsZNPTalY7FfAxsxWy5xrRCbczJOLavHnq1CCDHapX0QfvivW8jKyABVAVVDUTueESrn7FPsdhSHE8XhQHE6UewOFIcD1ens2O9wWO87NW/25O/Wv8S2373Nl+6+ilUrPgIkAjTkxwy2YAaaMf2NmK1nrVd/I7S/bz0Lej9WoHdloOQUomQXouQUoWYXoeQWo+SXoORMsL7nYDU1p49x6tT7lKj1FKlnUbuNilSJeybgd+SgepxkZOjYnB2z7ZhoxLQ8cJTicE5HkZ6mQogxJO2D8I15l5FxntAaFM2G6vEkNi+qx4vS6f2J2jB73migYGIeyz87D9WbgZaZhZaZhZqZab36MlFdrm6XNg3Dqlm2NGC21GM212E21dJYVUVDZSWF+PHR++B/ABQVJbsAJa8EJbeEM1oOr7Q4aXVlc/2MLGb7/Jj+k+A/aQ3/OEdcdWJ4crBnOFC8bnB7UFQVExXdVoTmnIbimNTjAsVCCDGapH0QvvfAvWTY7WAYVo3MNMHQMQ3rFd1IjMnTMeMxzEgUMxrBjEUxI1GMaMT6HI2C3kMz4xApTidqZhaaL9N6TQSklp2DLScXLTcXLScPLScXNSeH7/73cf50Jshfzivka9fmYTbVWkHZXIvRVIvZeAaz8QxEew9KA4W4Lx9XUSlKQSlKTh6qRwN7BCVah9l6CsXsWiM1FdXqEOT1gjcDPF6rN629GMUxBewTpaYohBiV0j4Iz9bVk5WdZTV9quqQOn6Y8bgVkNEoRjiMGWrDaAtaWzDxPtSGGQwSCwR46pf7cOgRblxYjMuMoLf6Mfx+dH8LRqvf6qgzCCHNRcCZQeGUEjyFBWg5udjyC6ytoAgtvwDN40CJt0FTDWbjGYxEQMbrT6PFI71f3JOJUjAJIyuXgF1FdcTwOgI47NHuPzuXC7w+8GSA14finQqOyYlQlHGJQojRIe0H1P934Ufw0KlpVFGsQFRVUBUUzXpW2P6cUNWsZ4Wqw47mdKA6HR3vHXZUpwPNaUd1OFCddrTEq+p0YPN6sHlc1qu3iGrndI6dbqMgdz6Lb7wssd+NzetGc7tQFAOCAXS/H8PfYgVlSwu6vwW9pQn97Fn0pkb0prPEm86in7WeHbr1MO62MObbDQTf7uOb12zY8vOx5ReiFRRiy5+ANnUu7wR0atrCuO1xriyykxs/i1lfhdlUC21+zJNvoQC+TpcK2RzEM3NwZHqwuU0UZxw1IwahEIpijZc07W9btUWvDzNrKvhmozhLUdTuzb9CCDEWjIsa4c+5qGsQjjKay4k9y4c9KwN7lg9Hlg97Zkbyc3JfVgb2zAw0h0Zzaxv//txb2NU4t3+kmImOKPH6OvSGOuL19cQb6tDPNrbPpXZepi8TV3EJtsIibFk+NJcNzW6gmiG0SAsE61F7GJoBWJMQ+NyoHgU1w4nSvtk10DSrtuibADmzIOcKVJuv5+sIIcQISfum0Yaq0/gyMjB167mgmRg7aOoGpmEkPpsYup7cb8TiGNEoeiSKEY1hRKLokRhGNHrO+1jyOD0cRW8LEQ+2b22crW7m+FtncKkGkwtdyf16MGTddxiYioIrLxtnXjaO3Gwc7e9zMrG77NjsCjbNRDWiaPEwSjiAGmrBbD5L6MwZtFDw/Dex27Hl52P4fOhOOzYHuJQIboLYnCqaq4f1HF02VK8TxdcpHDOcKJl5kDkVcstQsi9F0aQJVQgxstI+CEdy0u3zCYfjfPTGfyUWM9j+mzuZPDkbsAbIG5Eo8WAbsdYgMX+AWEuAWEsr0ZZWYi2t53wOJPa1EvMHiDa3EjnbjB4c/MB+W4YHV1E+QbeHkMOB5rIxKddFjltF08OokVbUYDNq4CyaYvT9bFVVsWVnYvM60WwGNi2G5rZhc9uxeWyotsT4QwUUjwPF50LxOVF9LpTCiSjFs1GyZ0DWVBS7t/f7CCHEIKT9M8JUcrlslF0+gQNvnOH1A6eTQagoCprLieZy4szLGfT1X3jtA3725H6yYmEevOki3JE2ImdbiDY2EWlsJtLYTPRsi/Wa+BxpbMaMx4kH2ggEKq1yJq5Xm9jOpdg0nDk+HD43Do8Du0MB4qixIK5oALuq4wg1YbeDqnYPTMVpw+ayYXOp2Ny2REham+asRHHtR/G5UH1OlLxClEmzUUuvQMm9CMWZPeifjxBCDJUE4TC4ev4kDrxxhv0Vp/j0J2ef/4QBuHHBNF54s463K5t5usnD2s9fe95esaZpEvMHCNc1EqlrJFzbSKi2kT8dPUnNhzVozc3kR9twtLQQrjtLrNmPGdcJ1zcRrm86b5lsHidOrwO7HWzEsJsR7HYDuyOK3a7gcNA1MBUSoWjVHm2eD7F5DmLzPoWtwIuak406YQpq6WyUaQtQsktlyjchxAUjQTgM5s+zlmc6UHEG0zSH9Ze4qircs3w233j0VV57u47dR2r46NziPs9RFAVHogMOl0xN7r/ENNn5fj2vHG+kGrhmSg6fmlmEGY0RqT9LuLaBcHtw1jQQOlNnbdV1BE7XEq6uh2iMeFuEeNu5wzO6t7DbHCp2u4nDBg6njsMRxWEHhxMcdgW7AzSbYoWk5wg29/PYPHZsOW4ckyZgv+gy1GlXoE6dh5JdJOEohBgREoTDYM7sQlwuG01NId4/1sill+QP6/WnTvBx+0cv4j93HuOnv3+Lsum5ZGcMvAOKoijccGkhbrvGC+/U8frJJppDMT5dNhHPpAl4Jk3o8/yorvP+yTpOfXAao7YBs66BrOYWHGfPEq6uT4Zm6EwdRjRGPGoQj0LHU87uYalp4HDGcdgjOBzgcCqJsKzC4TiAO/tpnBl2bD4n9sI87FMvxjHnGhyz5qFOmNrrMllCCNFfEoTDwG7XuObqSex+5UNe3nVi2IMQ4DMfnc6rb9VyoqaVn2w7yne/cOWga0iLpuWR5bKz7c0zvFcX4LF9J7lz3iR8rr5DxaFpzJ5eTOmkAt5rasMf1YkAiqZyWbabArcdRVEwTZPo2WbaTtcSPFVN68mTtFZVETpVS/h0g7WdakAPhtB1CLVBKBmS54aljqaFcThacTgacTjew+F8DodTwZOp4S3MwDNtIq7pl+C4bA7Oy6/BNvViqT0KIfpNeo0Ok2f+5x0e+rudXHpJHk/+6vYRuccH1X7+ZstrxHWTFX85i5sWTB7S9aqa2vh1xSnaYjqZLhufvXISk7Ld/TrXNE2qg1E+aAkRNaz/hDIdGpdke8hydv/7yjRNYmaIiN5KzAhhmibxliCRU43o1QFiZ/yEqmpoq/yAUNUp2k7VETzVgh6K9as8DgfJGqXTqeDOduMpySXjkqlkzrsKz1XX4JgyDS0nV0JSiHFIhk+MgiBsbgnzZ8seQ9dNfvffn6d0UtaI3Gf7Hz/k58++g8Om8k8rFjK1aGiD188Go/xnRRWNwSiaorBsVhHzSrP7HRa6YVLZGuZka5hEHlLotjM9y43H3vMkB7oZI6K3EtEDmHSMtbQpLlyaD7vqAXTM6Gli9e/SdvI92s400nbaT9upFoKVZwkebyJ4qplQQ8iaU/Y8rCZYcLpUXNlePCX5ZFw6Hd+cWWSWzcF35VxsObn9+p6FEKOPBOEoCEKAv171DPteP8W99yzki3ddOSL3MAyTH/yyggPvNVCS5+Gf/nohGe6hPScLx3S2HznDO7UBAK6clMUnZk3ArvV/bcKIbvBBS4jqYDS5b4LHwdQsFx5bz4FomiZRo42I3krc7JhAXEHFqWXgUDOwqQ5rwvR4PcROQ/Q0GB0raZiGSag6QvBYC20nagkcO0ng3TMETwcJNkQIt8aJR8//n7iigMOp4spy456Qh6e0mIxLpuKbPYOsq8rImHERNrdMIyfEaCVBOEqC8Df//Sc2/MNu5swu4j/+7VMjdp+WYJRvPPoq9c1hrrmsgO9+4aoex/YNhGma/PGDRl58rx4TKPI5+VTZRAp9A+uU0xqNc6IlTEPYatJUgAleB1MzXbh7CURoryUGErXEjhVANMWBQ/Xi1LyoitXkauqtHaEYrwM6z+BjwyQHwiYEWsB/imjthwRP+gl82ELrsWYCp4O0NUQItcQIBw0i4f79X8DusuHK9eEpzsczdSK+yy7Gd/lMMi6egndyCc4CaXYVIlUkCEdJEDY0tvHnNz2OacL/bL+LkuKRm3Pz2OkWvrl1H9G4wacWT+PLf3HZsFz3g4Yg/3X4NG1RHU1V+LPLCrlmSg7qAH/B+yNxTvhDNIatpZ4UoNjrYLLP1WuTKSSeJRohIkaAmNHW5Ws2xZWoKXpQFDVxfAxi1VYoxs6Aec7SVGoGppoPIQMCzdbajP5KMOOYMR2zNUy8JUzwwxb8H7QSOBWg7WyUNn+ccKtOuM0gEjH7tYiIatNw5WfimVhIxrTJeGdcTMa0SXgnl+CZXIyntFhqlUKMEAnCURKEAF9f+Tv2HzjNV780jxXlC0b0Xi8dOsP/95s3AYal80y71kic3x05w7F6a47Si/K9LL+8mMzz9CrtSUskzgctIZoiHWsfFrjtTPa5euxU05lh6kSNIFE9SNzsPG5RwaG6cahe7Kq7UyiaoJ+1gjFWDfEGutYWFbDlYaoFEAHa/FYo+k9CxJpIwDRMzLYoZmsYMxjHaDOJN7QQqvYTqI8QPBulrSlGW2uccMAgEjaIRiHWvz49OLJ9eEsn4L1oCt4pJXgml+CdXJx8dRXmWaukCCEGRIJwFAXhH148zgPf+T/yct08+8xfYe+j9jMcnnzpOL/8w/uoCnzrc1dw3Zy+xwL2l2ma7K9s4oV36ogbJk6byo2XFjJvcvaAa4cAzZE4JzvVEAGyHBqTfS7yE8Mu+qKbMaJ6kIgRwOiyoLCCXXXjUD1daorW9xCDWF1HMHZ6tmjRwFYA9iJMw2sFY+spKxxbK0HvCF8zGscMRDDDGkZYxQyEMZoaMQJtxNviRFujBM9aW1tLnHBrnEjYJBqFSNQkGunf0pSqw46ndEKiFtk1JD2Ti/GWFmPzes5/ISHSjAThKArCWFznpuW/pKGhjb//4VKW3njxiN7PNE02bT/K/x04haYqrL3zShbMLBy269cHImx/8wynW6wmx4lZLm6ZU8yEzME18QViOlWtYWqC0eSIQbdNZaLXyQSvA8d5OuiYpoluRokYQWJ6EKPT80QgGYp21YOqdP0jxNSDEE+EYqwWzHNnx+kUjFo+RHUUfxVma6I5NVhD53GOpmlCJG6FY8yJGYxjtrRinq3DjEUwogbxthjxthixYIywP05bc4y2lniiJmkFZDRqEolCLEq/OPKy8fYUkokmWFdRPqo2epclE2IkSBCOoiAE2LL1dX7+iwPMu6qEn2+5dcTvpxsmG//rTV4+XI1NU3jwc1ewcFbRsF3fME0OVDbxh3frieoGigLXTM7h+ovz8ToGNydDRDc41RrhdCBCPPGfoAIUehxMzHCQ5bD1a05V3YwSNdqIGsFzaopgU5zYVQ921Y2mdK11Ws2oLRCvtUIxXtdLMOZb4WjLx8SH0lYPracwA6es2mNbHedOAmCaJsSdGDEPZsjEDLRhNp3FbKwBQ7fKHdETIRm3tlCcaMgg3BwhEjKIRqxw7BKW/axVKjYb7uKCxGxBRbgnFuGZNCHxmnhfUojmcJz/YkKMERKEoywIa2sD3HzbL9F1k18+9ilmD2Mo9UbXDf7h6TfZ86caVAVW3TqHpfMnDes9/OEYz79dy1s1rQA4bSqLp+exYGrugIZadBY3TGrbopwJRGiNddTuPDaVkgwnRR4Hzn5c2wrFGLFEKOpm14d2Khp21Z3cOjehtp9//mAE1MxzwtGFEjgDgVOYre3hWEtP08mZaJhkYUYdEDYxAiHM5rOYDWcg0pYshxHViYescNRDceIxFT2mEA9GiDQFiHYKyEjUan6NRhKv/axVArgK83BPmoBnYmGnoJyQeG/ts2fIkllibJAgHGVBCPD9dS/y+/99l/nzJvKzf/nLC9KtXtcNNv3uKDsqTgPw2Y9O564bLxny0IpzfdAQ5IV3aqlptYIi02Xj+ovyuWJiFrZBBiKAPxrndCBCbVuUzmPkc5w2ijwOCj0ObP38XqxQDCW2MOcGk01xYVdd2FQXNsXZ7d+nIxjrE1sDGK3db6TYrWDU8sCWa3XGMVSUYLVVcwxWQ+CM1axq9JxSpj0TbLmYMSdmW9yqQSYC0myp73qsbhIPt4dkjLhut0KyLUa8pRUjEiUWIxmWsfbQjEIslgjLGJj9XDPanplhBWMiMN0Ti3AXF+AuLky8FuCaUIDmlNqlSC0JwlEYhNU1rdz2mSeIRnU2//PNLPrI8PToPB/TNPn3F97jN7tPALBgRiFrPn35kAfdn8swTd4808LO9+rxJzrA+Jw2Fk3LY15pNg7b4AMxbpjUtEWpCUbwRztqiSqQ57ZT6HGQ57L3OxRN0yBmhImZIWJ6CIP4OUco2BUnNtWNXXWhKY4e/3AxjbAViJ23c55RWpdzgS0HNCsY0XIxFRdK+CwEz2AGqiF4BgLVEG7sveDObEx7LmYsUYMMRjBbWzGb6jEbz0A4cM73aWLEjI6apGHHMOzEowZ6IEK8xY8ZiVjT28WtZ5LRRDjGoh01ylhcIRoDPdbPtAQcudm4J+TjSoRje1h2/VyA3ZfR72sKMRAShKMwCAE2/vMf+dUTh7n0kjx+9fhnsA0hHAZq58HT/GT7UWJxg8JsF9/8bBmzpgx+geDexHSDiqpm/vhBI62JIRIeu8a8ydnMK80he4gBHIrr1LZFqQlGaYt3/GJWgByXjXy3g3yXHVc/f7amaWKYcSsUjTBxI9xlmrf2q9sVFzbViU11oilOVKX79U3TAL05UWM8aw3d0FvoqVkUxZkIxmzQ2rdM0OMQrIZAtVV7bKu1tmgPtc92di94ijC1TIhomOE4ZiCE4W/BbKrBbKy2esD29L3HDPRwHD2moCsu9LhmPa8Mhok3t2IEOsJV188JyVjifQziumoFZljv1xR37WxeD64J+R21yfbALMrDVZiHqzAXV2EezsI8GXMpBkSCcJQGYXNLmOWf+k9aWyN8/WtX8/WvXn1B7//eqRZ+9NQhas6GUBW49dqpfP6GS3A5hr9HYVw3OHymhT3HG2kKdcwqc2lhBldPzmF6vndQwy7amaZJIGaFYn0oRijeNbx8do1ct51cp40sp63f92p/thhP1BjjRqSHYARNsaMpVjDaFGe3zjcd14snwvFsp3BspsdwRAE1oyMYbdmgZYHqg3g4GYpmsK4jIMNn+/6GHJngzsdUfRC1WSEZDGP4m6GlAbOpDtPfAL38397QDfSwnghKN7quocdM9FAMPdBGvLkFM9wxaYFpmuh6R+0yFrPGVMaiJjFdJY7daqoNxdGj59bE+2bzeRPhaAWk85ygbH/vKszDkZctPWXTnAThKA1CgOf/732+870dqKrCL352K2XnWVR3uLWF4zz6+7d46dAZAIpy3HzlLy5j0eyRWehWN0zerWvl9ZNNfHi2Y2YYn9PG5SWZXF6SxQRf92dyAxWM6TSEYjSEorREuzZPqgpkOWzkuuzkuGxk2LUBBmOUuBkhblhb96ZUAAVNcWBTHGhq4lWxd+uEY11T7whHvbljM3vr2aImAjITNJ/1qlrvTUNFCdVbAdlWD6GGji3e1sv1EuxecOVi2jJBd2BGSQRlCDPgh5ZGjKYaaD3ba1ACGHEDPaKjGzYMxYVu2DrCMhgi3uLH8Hev0ep616CMxqznlrGYgq7YrFpm1CQaimHq/W+WBVBUFWd+jhWQBTk48rJx5mVb+/ISn/NzrH2JzZ7lk8kLxhEJwlEchAB/+/0/8Ozz7zFhQgaPbf0kRUUX/jnJ6+/U8S/PvEVDYjzgrCnZfPajFzH/0vwR68hT1xphf2UTR860EO5UgyvIcDCjyMdlhT5KslxDqikCRHWDxnCMs+E4TeFYclmodpoCPoeNLIeNLKdGpsN23vGKnRmmboVieziaEXqu4YGq2JOhqCl21MRrj51xzHBHKMZbOt739NyxnWK3aoxaZuLVa4Wm6sXUQQk3JoPR7BySseD5v1GbG5w5mPYs0O2YERMzFIVwFDMYxAy2YvrPWjXKcN/XMw0TPRJHj4GBC920YegqesxAD8cw2sLorUH01tZuodtey4zHrdCMx0xicYjHIKYrxLETN1RrfzhOrJ9LdXX7UWoajtysToGZ3T0w83Nw5GRhz/bhyM7EkZOJLcMrc8qOQhKEozwIA4EoX/jib6isamHK5Gx+/tNbyc+78LODhCJx/uuVE2zbc4JIoiPElKIMPr14GtfPLR5Sj8++xHWD9+sDvHnGz3t1AfRO/8l5HRqXFmYwLdfL1DzPoKZx68w0TYJxg6ZwjKZwnKZIDL2H/8LdNhWfXSPDoeGz28hwaDhUpV+/4NqfM8bNCLoZRTeixM1oj02q7VTFlgzHjoC0oaB1H99oBK0eqrof9FZrRhy9FYxAr9e3KKB6OzYtI/neNIBoBCXih/BZzHCT1cwabrK2eD+CEkBzgTMLU/Vi6jaIghkxIBTBbGuzwrK1GTPQ3ONzym4/SyPx3DKqYyhODNOOrqsYcWuspR6KYrSF0FuDGKFQj9cwDBM9DrG4VcOMx6wQjcetTkE6NuLY0HWFWNQgHomhR/v4Y+M8FE3Dke3DngjG9oC0Z2fiyPbhyMmyvp54dXR6tWf5pIftCJEgHOVBCFYv0q+Wb6e6upXJpVn8+O//gksuzktJWRr9Ybb/8UOe219FKGL9QsjOcLD48gksmVvCZaVZI/YXbyim835dgHfrAxyrDxA551lfvtfBlFwPJVkuSrLcFGY40YYw/MM0TYIxg5ZonJZIHH803qXTTWd2VSHDruG1a3hsKh67htem4dD6F5BWOFrBqJux5NZb7dGiJELSZr1ivVqb1iUoTVO3wlD3W5sRAD2QCM4g9BHEHbdzgOoG1QOKJ/neNLXEmIs2iAQg4odoC0Q6bb0M/+iRasdUPWDaMeM2zDgQMzHDcYhEMUMhzLYgZtAPwRar09B5mLqBHjMwogZGTMcwNAxsGKYNI44VqJEYRiiCHgpjBNt6fxZqmImw7AjM5BZLfDY1dEMlroMeN4lH4gPqGNTrj8Zhx+7zYsvMwJ6Zgd3ntV4zM7Al33u7fM12znF2nxebz4tqG9yEFuORBOEYCEKAU6db+H9//TtqagO4nDZW37uIT94664L2Ju0sEIrx7OtV/O7VD2kOdPySK8pxs3BWIWXT85gzNRePa2T+zxY3TE6eDXK8IciJxjaq/eFux9hUhQmZLiZmuSjyucjPcJDvdeAZ5Iw2YPV09Ud1AjGdQCxOa1TvNRzBalp12zTcNhWXpuKyWZtbU3HZtD6HcZimiYneEYyG9WqY8V6ePXanonUEo2JLfE7sQ0VRNBRTAcKdgjEAeuLVaLO2vppcu7GB6rKGgqguTMUJhgpxPfGQLwKxEESDiS0AsYDV29UYWFOlNWZTsWqYuoapqxAHM2ZgRnWru2okghkOY4ZD0BYA4/zfS3svWSNmYET1jpqnDoapYRqq9T5uYMZ0K0TDEcxIL+M9TWsVEl23cjsZkInPVnNuollXB11X0A2lY/8AhqP0l+ZxW6HodWPzutG8nuR7Ww/vtV72t7/X2t973GPu+emYDsJHH32UH//4x1RXVzN79mweeeQRFi9e3K9zx1oQAjQ1hfjuD17k1dcqAZg6JZsvf/Eqbvj4RbiH2Cw4WHHd4OCxRl4+fIa9b9cR7jx2T1W4dFIWM0qzmF6cyfTiTEoLvCPSjBqK6Xx4to1TzSHOtIQ40xLuVmNs57Fr5CVCMcftINNtI8tlJ8tlJ9NlG3D5dMPqlRqM6bTFddpiBsG43q13ak9sioJTU3BoKg5Ntd6rKo72faqKXVOwqQraOc2gBnEMM45uxjESAWm917usy9gfSiIU1eSrhqKo1mcUFHQUM4pihFHMiPVqhMAMgRGynlkaYfpVs+zh7ih2UByYhga6CbphJUI88YAvHrECNB62QjTWZr32WWPuzprCzoCYjhnVMWOGFaRxEq8mxHXMmG61l0ZjmNb0O/2ao840TIy4kQhI6zUZqMn3OqahYBjW5ATJY2NxzFjPf+C0P/vUdSvHrfcmenu4Jvd3HKfr1n+byeMNBV03+z0hwlCoTgea24XmcqK5nYlXF5rrnP09HnOec1xOVIcdzelAddhRE6+aw5F8P9BWqTEbhE899RR33XUXjz76KNdeey0/+9nP+Nd//VfeeustJk8+/wD0sRiEYDXLPP1fR9j6rwdoTnRe8XrsXHftFK65ehJzZhcxdUr2iK9c0ZNwNM7+dxs4eKyBNz84S/XZ7j0RbZrChBwPE3LdTMj1MCHHTY7PSXaGk2yvg+wMBz6PY0hNmmAN2j8bjHK6JcyZlhD1gSiNwQgt4fPXpLwODa/Dhseh4en83q4l9zk0DadNxWFLBJhN7VZmwzRpixuE4zrhuEFINwjHE5tuEBtgU5mqWMFpVxVsqpp4tTZ7IihVVUFTSGwGqmqgoqMoBgpWQCY30+jz2WT/KInwVBM1SwOVGKoRQzVjKMQSARpFMWMoZgRM6z1mDGWAgd2Z9UzU6FTFMsAwO4K0vaqlJ8JUj1mvRtx6P9B76Z1D0sCM64nPhhWuevs+EwzTClXdtPbpOsT084apaZqYuhWmZtzAiJuYutHzZ93E0A3MuGktAaa377Ou0f75XIZhhaXROUQNq8ZqtP8Yk+879htG4mudjm+/Tvs2Wig2DdVuQ3PYUew2KzTttq7B6XSgOhxoLgchFT7x7L+NvSBcsGABV111FVu2bEnumzlzJrfeeisbNmw47/ljNQjbtQYiPPX0EX73+3c4faZrxwKbppJf4CE/z0tBvoe8PA9utx2nQ8PpsuF02nA6NBwO6xmSooD1B1T7+8Rr4jO97DsffyjGqaYQta0R6lsj1AcivdbSzuWyWwFjT25Kl1eblvjFryioilX7TL5v369a5U38L0nXFAybiq6pGCqYqoKuKhhq8gcxOKaJYlr3UkzTumf75/avd9qnqQoOu4bDrmK3a9jtKnZb4tWuWZtNRbOpw/7c1WqqM8E0UTGwqSY2xUBTTWyqiV219mkq1qsCNs3EpoJNg2Gr1JsGihlHIY5ixlHNeJfPihkHU0cxdesV672CtanoKAOsFbZ//x2/7Tulwnk/t1fjuiaAaRj9+b+E9ZxQt4LTbA/vuGEN+YhbQW7qhhW6htHxPvFqGp0/Gx3X080en2maZntInhuUHQFqJPabeuJYIxHknT53ed8euj18rXMoJn9UZqeg7bKv02fDTO4z289Pfu56XdMqHmbivdnztz4gbeh8jeODyoOUPWmNRqNUVFTw4IMPdtm/dOlSXn311R7PiUQiRCIdEyG3tLQAViCOVZ/99KV8+pOX8Kejtbx+4BSHDtdw7FgjwbYQp08HOX26/vwXucA0pw3VbUNz2bG5NTSXHdWhodo1VIeGYldRFKsVLBVsNhW7wwohzaZis2nY7Cp2u4rNpqIlPquagqapaJo6tPlY+9mHRFUUbIk/AOyagqYlPqvWPluiHMlaYWJTlcSrqqCpDDFQlU7vTFQFNNVEUzreq4qJmvia9T7xqpgoSsf75NeVjmtZf2TZUZQBNvObBgqGFZbtQWnqKBiAkfijpP19x2vHPh0wrVqzZoDWfpxp7cdI/BFjYjX9mj2Gngn0nASdQ/Pc3+A9/WZvP67TZiTu3e3rHdeyQlG3imh02pdMnc6fzeQxqmGcs59Ox3Yun2kFTqfP1o+j/V4dNVYz3hHopm4ka9RWMJ9bvo7ABuvrZqevt/9TmIaZ+AOm03voCGHdCkwSTcamblgBm/z7xez4nKgpt397gbgJp2EwdbuUBWFDQwO6rlNU1HVlhqKiImpqano8Z8OGDfzgBz/otr+0tHREyiiEEGJsaWxsJCsra0DnpLzvbU8DjXv7i/fb3/42a9asSX5ubm5mypQpVFZWDvgbT2d+v5/S0lKqqqrGZJNyKsjPbHDk5zZw8jMbnJaWFiZPnkxubu6Az01ZEObn56NpWrfaX11dXbdaYjun04nT6ey2PysrS/6DGYTMzEz5uQ2Q/MwGR35uAyc/s8FRBzHsI2UDRRwOB/PmzWPHjh1d9u/YsYNFixalqFRCCCHSTUqbRtesWcNdd93F/PnzWbhwIVu3bqWyspLy8vJUFksIIUQaSWkQ3n777TQ2NrJu3Tqqq6uZM2cOzz77LFOmTOnX+U6nk+9///s9NpeK3snPbeDkZzY48nMbOPmZDc5Qfm4pn1lGCCGESKWxNZmcEEIIMcwkCIUQQqQ1CUIhhBBpTYJQCCFEWhvTQfjoo48ybdo0XC4X8+bN45VXXkl1kUa13bt3c8stt1BSUoKiKGzfvj3VRRr1NmzYwNVXX43P56OwsJBbb72Vd999N9XFGtW2bNnC3LlzkwPCFy5cyHPPPZfqYo0pGzZsQFEUVq9eneqijGoPPfRQYjGBjm3ChAkDvs6YDcKnnnqK1atXs3btWg4ePMjixYtZtmwZlZWVqS7aqBUMBikrK2Pz5s2pLsqYsWvXLlauXMnevXvZsWMH8XicpUuXEgwGU120UWvSpEn8/d//PQcOHODAgQN8/OMfZ/ny5Rw9ejTVRRsT9u/fz9atW5k7d26qizImzJ49m+rq6uR25MiRgV/EHKOuueYas7y8vMu+GTNmmA8++GCKSjS2AOa2bdtSXYwxp66uzgTMXbt2pbooY0pOTo75r//6r6kuxqjX2tpqXnLJJeaOHTvMj370o+Y3vvGNVBdpVPv+979vlpWVDfk6Y7JG2L6E09KlS7vs72sJJyGGQ/vSX4OZ2Dcd6brOk08+STAYZOHChakuzqi3cuVKbrrpJm688cZUF2XMeP/99ykpKWHatGl87nOf44MPPhjwNVK++sRgDGYJJyGGyjRN1qxZw3XXXcecOXNSXZxR7ciRIyxcuJBwOExGRgbbtm1j1qxZqS7WqPbkk0/yxhtvsH///lQXZcxYsGAB//Ef/8Gll15KbW0tDz/8MIsWLeLo0aPk5eX1+zpjMgjbDWQJJyGG6p577uHNN99kz549qS7KqHfZZZdx6NAhmpub+e///m/uvvtudu3aJWHYi6qqKr7xjW/wwgsv4HK5Ul2cMWPZsmXJ95dffjkLFy7koosu4t///d+7LNl3PmMyCAezhJMQQ7Fq1SqeeeYZdu/ezaRJk1JdnFHP4XBw8cUXAzB//nz279/PP//zP/Ozn/0sxSUbnSoqKqirq2PevHnJfbqus3v3bjZv3kwkEkHTtBSWcGzwer1cfvnlvP/++wM6b0w+I5QlnMSFYpom99xzD7/97W/ZuXMn06ZNS3WRxiTTNIlEIqkuxqh1ww03cOTIEQ4dOpTc5s+fz+c//3kOHTokIdhPkUiEt99+m+Li4gGdNyZrhCBLOA1GIBDg2LFjyc8nTpzg0KFD5ObmMnny5BSWbPRauXIlTzzxBL/73e/w+XzJVoisrCzcbneKSzc6fec732HZsmWUlpbS2trKk08+ycsvv8zzzz+f6qKNWj6fr9tzZ6/XS15enjyP7sP999/PLbfcwuTJk6mrq+Phhx/G7/dz9913D+xCQ+53mkL/8i//Yk6ZMsV0OBzmVVddJV3az+Oll14ygW7b3XffneqijVo9/bwA87HHHkt10UatL3/5y8n/XxYUFJg33HCD+cILL6S6WGOODJ84v9tvv90sLi427Xa7WVJSYn7yk580jx49OuDryDJMQggh0tqYfEYohBBCDBcJQiGEEGlNglAIIURakyAUQgiR1iQIhRBCpDUJQiGEEGlNglAIIURakyAUQgiR1iQIhRBCpDUJQiGEEGlNglAIIURakyAUYgyqr69nwoQJrF+/Prlv3759OBwOXnjhhRSWTIixRybdFmKMevbZZ7n11lt59dVXmTFjBldeeSU33XQTjzzySKqLJsSYIkEoxBi2cuVK/vCHP3D11Vdz+PBh9u/fj8vlSnWxhBhTJAiFGMNCoRBz5syhqqqKAwcOMHfu3FQXSYgxR54RCjGGffDBB5w5cwbDMDh58mSqiyPEmCQ1QiHGqGg0yjXXXMMVV1zBjBkz2LhxI0eOHKGoqCjVRRNiTJEgFGKM+uY3v8l//dd/cfjwYTIyMvjYxz6Gz+fjf/7nf1JdNCHGFGkaFWIMevnll3nkkUf45S9/SWZmJqqq8stf/pI9e/awZcuWVBdPiDFFaoRCCCHSmtQIhRBCpDUJQiGEEGlNglAIIURakyAUQgiR1iQIhRBCpDUJQiGEEGlNglAIIURakyAUQgiR1iQIhRBCpDUJQiGEEGlNglAIIURa+/8B+CMLUF0qYmAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# understand half=normal distribution\n",
    "\n",
    "import scipy.stats as st\n",
    "from matplotlib import cm # Colormaps\n",
    "\n",
    "fig = plt.figure(figsize=(5, 5))\n",
    "x_ = np.linspace(0, 5, 200)\n",
    "\n",
    "sigma_array = np.linspace(0.2,2,10)\n",
    "\n",
    "colors = plt.cm.RdYlBu_r(np.linspace(0,1,len(sigma_array)))\n",
    "\n",
    "for i in range(0,len(sigma_array)):\n",
    "    \n",
    "    sigma_i = sigma_array[i]\n",
    "    pdf = st.halfnorm.pdf(x_, scale=sigma_i)\n",
    "    plt.plot(x_, pdf, \n",
    "             color = colors[int(i)],\n",
    "             label = r'$\\sigma$ = %.1f' %sigma_i)\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('PDF')\n",
    "plt.legend(loc=1)\n",
    "plt.xlim(0,5)\n",
    "plt.ylim(0,5)\n",
    "# plt.savefig('Bayesian regression half-normal.svg')\n",
    "# reference:\n",
    "# https://www.pymc.io/projects/docs/en/latest/api/distributions/generated/pymc.HalfNormal.html\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fad318a4-9999-45bf-abb3-bbd8c0e585ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\deprecat\\classic.py:215: FutureWarning: In v4.0, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
      "  return wrapped_(*args_, **kwargs_)\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: divide by zero encountered in log\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\theano\\tensor\\elemwise.py:826: RuntimeWarning: invalid value encountered in multiply\n",
      "  variables = ufunc(*ufunc_args, **ufunc_kwargs)\n",
      "Multiprocess sampling (2 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='2400' class='' max='2400' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [2400/2400 02:31&lt;00:00 Sampling 2 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 2 chains for 200 tune and 1_000 draw iterations (400 + 2_000 draws total) took 164 seconds.\n",
      "The acceptance probability does not match the target. It is 0.9207010693801949, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.9318703532982154, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "# simulate\n",
    "\n",
    "with basic_model:\n",
    "    # draw 2000 posterior samples from 2 chains\n",
    "    \n",
    "    trace = pm.sample(draws=1000, chains=2, tune=200, \n",
    "                      discard_tuned_samples=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "72bb4829-c4df-4650-b1f2-ac5d3fa47f68",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_2764\\3821371692.py:1: DeprecationWarning: The function `traceplot` from PyMC3 is just an alias for `plot_trace` from ArviZ. Please switch to `pymc3.plot_trace` or `arviz.plot_trace`.\n",
      "  pm.traceplot(trace)\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n",
      "Got error No model on context stack. trying to find log_likelihood in translation.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1200x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace)\n",
    "# plt.savefig('Bayesian regression traceplot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "90d0bc9f-bcb4-4687-9a8b-3d9c5f1a77ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.8419902 , 0.87540901, 0.90087675, ..., 1.12400484, 1.21642419,\n",
       "       0.86473905])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace['alpha']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2edc7320-c49b-47d6-8535-66c8061c0f67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.8419902 , 0.87540901, 0.90087675, ..., 1.12400484, 1.21642419,\n",
       "       0.86473905])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace.alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b83da8e2-21fa-488b-94f1-89748271d2e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1826: FutureWarning: \n",
      "\n",
      "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
      "This will become an error in seaborn v0.14.0; please update your code.\n",
      "\n",
      "  func(x=self.x, y=self.y, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot scatter and contour with marginals\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "sns.jointplot(x = trace['alpha'], \n",
    "              y = trace['beta'], kind=\"kde\", cmap=\"Blues\", shade=True)\n",
    "# sns.jointplot(data = trace, \n",
    "#                   x = 'alpha', y = 'beta', ax = ax)\n",
    "# g.plot_joint(sns.kdeplot, color=\"r\", cmap=\"Blues\", shade=True, ax = ax)\n",
    "\n",
    "plt.xlabel(\"beta[0]\")\n",
    "plt.ylabel(\"beta[1]\")\n",
    "# plt.savefig('Bayesian regression jointplot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0b6a858a-302e-4866-88e2-95004d8060d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Posterior hist\n",
    "\n",
    "ax = pm.plot_posterior(trace, kind=\"hist\",\n",
    "                       figsize = (18, 6), \n",
    "                       edgecolor = 'k');\n",
    "\n",
    "# plt.savefig('Bayesian regression hist.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ca50e016-86a4-4128-9091-2a22b4260b1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Got error No model on context stack. trying to find log_likelihood in translation.\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\arviz\\data\\io_pymc3_3x.py:98: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Posterior KDE\n",
    "ax = pm.plot_posterior(trace, kind=\"kde\",\n",
    "                       figsize = (18, 6));\n",
    "\n",
    "# plt.savefig('Bayesian regression KDE.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9faac0b2-55bc-4eab-be59-ae66b1cec17c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.        , 1.04081633, 1.08163265, 1.12244898, 1.16326531,\n",
       "       1.20408163, 1.24489796, 1.28571429, 1.32653061, 1.36734694,\n",
       "       1.40816327, 1.44897959, 1.48979592, 1.53061224, 1.57142857,\n",
       "       1.6122449 , 1.65306122, 1.69387755, 1.73469388, 1.7755102 ,\n",
       "       1.81632653, 1.85714286, 1.89795918, 1.93877551, 1.97959184,\n",
       "       2.02040816, 2.06122449, 2.10204082, 2.14285714, 2.18367347,\n",
       "       2.2244898 , 2.26530612, 2.30612245, 2.34693878, 2.3877551 ,\n",
       "       2.42857143, 2.46938776, 2.51020408, 2.55102041, 2.59183673,\n",
       "       2.63265306, 2.67346939, 2.71428571, 2.75510204, 2.79591837,\n",
       "       2.83673469, 2.87755102, 2.91836735, 2.95918367, 3.        ])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_regression_line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4526b2a9-cee5-4325-be4f-9a557ef2f8f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "idx_array = range(0, len(trace['alpha']), 40)\n",
    "alpha_m = trace['alpha'].mean()\n",
    "beta_m = trace['beta'].mean()\n",
    "\n",
    "for idx in idx_array:\n",
    "    plt.plot(x, trace['alpha'][idx] + trace['beta'][idx] *x, \n",
    "             c='k', alpha = 0.1);\n",
    "\n",
    "ax.plot(x, true_regression_line, \n",
    "    color = 'k',\n",
    "    label=\"True regression line\", lw=2.0)\n",
    "\n",
    "label_2 = 'Prediction: y = {:.2f} + {:.2f}* x'.format(alpha_m, beta_m)\n",
    "plt.plot(x, alpha_m + beta_m * x, c='r', \n",
    "         label=label_2)\n",
    "plt.xlabel('$x$')\n",
    "plt.ylabel('$y$', rotation=0)\n",
    "plt.legend(loc=2)\n",
    "plt.xlim(0,1)\n",
    "\n",
    "# plt.savefig('Bayesian regression prediction.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "227cfb97-76c6-46ee-8b00-65911b50d789",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
